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     <footer> 
　　<h3>世界电影评分分析</h3><br /> 
<p>
<strong>信息获取：</strong>
借鉴网上他人分享的内容进行爬取，首先是在豆瓣电影上通过Chrome开发工具找到数据请求API进行数据的爬取，即能获取到所有电影的分类（tag）；第二步是通过请求某个tag下的page_start和page_limit进行包括电影的标题、url、评分等电影数据的获取；有了电影的url，可再次爬取该页面对应的html内容，最终一共获取了4800条电影记录，每条记录包含以下15个字段：电影ID、标题、链接、缩略图、评分、导演、编剧、演员、分类、上映国家、语言、上映时间、时长、别名和简介。
</p>

<strong>数据清洗：</strong>
将字段里多余的空白去掉、将上映时间仅保留年份、将时长处理为以分钟为单位的整数等。

</p>

<p>
<strong>世界电影评分可视化：</strong>
结合所有数据 ，对不同国家电影产量统计进行可视化可以看出，大多数国家的电影产量都是少之甚少的，甚至为零。电影产量较多的主要有美国、中国、日本、英国、德国等国家；从大范围来看，该地图可视化能突出美国电影产量的多，但对于位于它后方的国家的电影产量不能有很明显的突出，从这个角度也可以看出，美国电影的产量多且数量上与其他国家有一大段距离。
不过电影数量的虽逐渐增多，却不知它们的质量如何。通过以上饼状图豆瓣电影评分比例以及折线图电影评分统计的分析可看出豆瓣上电影评分以6-8分最多，低于5分的电影以及高于8分的电影相对比例都比较少。只是没想到，最近纪念电影数量虽多，平均评分却有走低的趋势。不知道是因为馆长的口味变了还是电影本身变了呢？
接下来，我们可以通过对豆瓣top250电影的分析进行深入的解答。

</p>
　　 
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